Temporal Indexing is a method used to organize and retrieve information based on time-related attributes, enhancing the efficiency of time-based queries in databases and information retrieval systems. It is crucial in applications where the temporal aspect of data is significant, such as time-series analysis, historical data retrieval, and real-time data processing.